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However, many domains lack access to the large, high-quality, supervised data that is required and therefore are unable to fully take advantage of these data-intense learning techniques. This necessitates new data-efficient learning techniques that can learn in complex domains without the need for large quantities of supervised data. In this lecture, I will provide a comprehensive survey of existing literature in the area of data-efficient machine learning, identify the challenges, and evaluate the trends. 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